{"total":136,"rows":[{"id":"2503.07536","title":"LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL","created":"2025-03-10","cited_by_count":248,"area":"lr"},{"id":"2412.05467","title":"The BrowserGym Ecosystem for Web Agent Research","created":"2024-12-06","cited_by_count":161,"area":"agents"},{"id":"2502.11494","title":"Stop Looking for Important Tokens in Multimodal Language Models: Duplication Matters More","created":"2025-02-17","cited_by_count":155,"area":"mllm"},{"id":"2505.04921","title":"Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models","created":"2025-05-08","cited_by_count":90,"area":"lr"},{"id":"2406.09170","title":"Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning","created":"2024-06-13","cited_by_count":88,"area":"lr"},{"id":"2412.11936","title":"A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges","created":"2024-12-16","cited_by_count":55,"area":"lr"},{"id":"2406.07057","title":"MultiTrust: A Comprehensive Benchmark Towards Trustworthy Multimodal Large Language Models","created":"2024-06-11","cited_by_count":53,"area":"mllm"},{"id":"2501.02765","title":"Visual Large Language Models for Generalized and Specialized Applications","created":"2025-01-06","cited_by_count":36,"area":"mllm"},{"id":"2503.24377","title":"Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models","created":"2025-03-31","cited_by_count":36,"area":"lr"},{"id":"2505.16964","title":"MedFrameQA: A Multi-Image Medical VQA Benchmark for Clinical Reasoning","created":"2025-05-22","cited_by_count":34,"area":"lr"},{"id":"2502.02871","title":"Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning","created":"2025-02-05","cited_by_count":33,"area":"lr"},{"id":"2510.25760","title":"Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarks","created":"2025-10-29","cited_by_count":33,"area":"lr"},{"id":"2503.13399","title":"MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research","created":"2025-03-17","cited_by_count":32,"area":"lr"},{"id":"2505.00551","title":"100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models","created":"2025-05-01","cited_by_count":30,"area":"lr"},{"id":"2405.01744","title":"ALCM: Autonomous LLM-Augmented Causal Discovery Framework","created":"2024-05-02","cited_by_count":29,"area":"lr"},{"id":"2505.19147","title":"Shifting AI Efficiency From Model-Centric to Data-Centric Compression","created":"2025-05-25","cited_by_count":29,"area":"mllm"},{"id":"2508.17298","title":"Explain Before You Answer: A Survey on Compositional Visual Reasoning","created":"2025-08-24","cited_by_count":28,"area":"lr"},{"id":"2412.18619","title":"Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey","created":"2024-12-16","cited_by_count":27,"area":null},{"id":"2404.05052","title":"Facial Affective Behavior Analysis with Instruction Tuning","created":"2024-04-07","cited_by_count":26,"area":null},{"id":"2502.02339","title":"AStar: Boosting Multimodal Reasoning with Automated Structured Thinking","created":"2025-02-04","cited_by_count":25,"area":"lr"},{"id":"2412.02573","title":"Remote Sensing SpatioTemporal Vision-Language Models: A Comprehensive Survey","created":"2024-12-03","cited_by_count":23,"area":"mllm"},{"id":"2505.11907","title":"Are Multimodal Large Language Models Ready for Omnidirectional Spatial Reasoning?","created":"2025-05-17","cited_by_count":23,"area":"lr"},{"id":"2510.00515","title":"Efficient Multi-modal Large Language Models via Progressive Consistency Distillation","created":"2025-10-01","cited_by_count":22,"area":"mllm"},{"id":"2411.02465","title":"See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers","created":"2024-11-04","cited_by_count":20,"area":null},{"id":"2508.02317","title":"VeOmni: Scaling Any Modality Model Training with Model-Centric Distributed Recipe Zoo","created":"2025-08-04","cited_by_count":20,"area":"moe"},{"id":"2509.23883","title":"DocPruner: A Storage-Efficient Framework for Multi-Vector Visual Document Retrieval via Adaptive Patch-Level Embedding Pruning","created":"2025-09-28","cited_by_count":20,"area":null},{"id":"2411.13949","title":"SMoLoRA: Exploring and Defying Dual Catastrophic Forgetting in Continual Visual Instruction Tuning","created":"2024-11-21","cited_by_count":19,"area":"mllm"},{"id":"2505.22113","title":"THINK-Bench: Evaluating Thinking Efficiency and Chain-of-Thought Quality of Large Reasoning Models","created":"2025-05-28","cited_by_count":19,"area":"lr"},{"id":"2505.12589","title":"SurveillanceVQA-589K: A Benchmark for Comprehensive Surveillance Video-Language Understanding with Large Models","created":"2025-05-19","cited_by_count":18,"area":null},{"id":"2406.19934","title":"From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis","created":"2024-06-28","cited_by_count":17,"area":"lr"},{"id":"2504.10885","title":"PuzzleBench: A Fully Dynamic Evaluation Framework for Large Multimodal Models on Puzzle Solving","created":"2025-04-15","cited_by_count":17,"area":"mllm"},{"id":"2408.11397","title":"EAGLE: Elevating Geometric Reasoning through LLM-empowered Visual Instruction Tuning","created":"2024-08-21","cited_by_count":16,"area":"lr"},{"id":"2410.19546","title":"Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad?","created":"2024-10-25","cited_by_count":16,"area":"lr"},{"id":"2407.08583","title":"The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective","created":"2024-07-11","cited_by_count":15,"area":"mllm"},{"id":"2409.02828","title":"ExpLLM: Towards Chain of Thought for Facial Expression Recognition","created":"2024-09-04","cited_by_count":15,"area":"lr"},{"id":"2511.14159","title":"MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs","created":"2025-11-18","cited_by_count":15,"area":"mllm"},{"id":"2410.13757","title":"MobA: Multifaceted Memory-Enhanced Adaptive Planning for Efficient Mobile Task Automation","created":"2024-10-17","cited_by_count":14,"area":null},{"id":"2508.06202","title":"LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning","created":"2025-08-08","cited_by_count":13,"area":"mllm"},{"id":"2504.20199","title":"Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains","created":"2025-04-28","cited_by_count":12,"area":"mllm"},{"id":"2505.22050","title":"Reinforced Reasoning for Embodied Planning","created":"2025-05-28","cited_by_count":12,"area":"lr"},{"id":"2508.16861","title":"Learning from Diverse Reasoning Paths with Routing and Collaboration","created":"2025-08-23","cited_by_count":12,"area":"lr"},{"id":"2603.00873","title":"MC-Search: Evaluating and Enhancing Multimodal Agentic Search with Structured Long Reasoning Chains","created":"2026-03-01","cited_by_count":12,"area":"lr"},{"id":"2403.01487","title":"InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding","created":"2024-03-03","cited_by_count":11,"area":"mllm"},{"id":"2503.16788","title":"Does Chain-of-Thought Reasoning Help Mobile GUI Agent? An Empirical Study","created":"2025-03-21","cited_by_count":11,"area":"lr"},{"id":"2504.18589","title":"Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency","created":"2025-04-24","cited_by_count":11,"area":"lr"},{"id":"2505.10118","title":"Why 1 + 1 < 1 in Visual Token Pruning: Beyond Naive Integration via Multi-Objective Balanced Covering","created":"2025-05-15","cited_by_count":11,"area":"inference"},{"id":"2407.11784","title":"Data-Juicer Sandbox: A Feedback-Driven Suite for Multimodal Data-Model Co-development","created":"2024-07-16","cited_by_count":10,"area":null},{"id":"2501.10768","title":"MAPS: Advancing Multi-Modal Reasoning in Expert-Level Physical Science","created":"2025-01-18","cited_by_count":10,"area":"lr"},{"id":"2503.01891","title":"MMSciBench: Benchmarking Language Models on Chinese Multimodal Scientific Problems","created":"2025-02-27","cited_by_count":10,"area":"lr"},{"id":"2503.16549","title":"MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems","created":"2025-03-19","cited_by_count":10,"area":"mllm"},{"id":"2407.10380","title":"NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models","created":"2024-07-15","cited_by_count":9,"area":"lr"},{"id":"2502.01576","title":"Robust-LLaVA: On the Effectiveness of Large-Scale Robust Image Encoders for Multi-modal Large Language Models","created":"2025-02-03","cited_by_count":9,"area":"mllm"},{"id":"2505.15472","title":"PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions","created":"2025-05-21","cited_by_count":9,"area":"lr"},{"id":"2505.19139","title":"The Eye of Sherlock Holmes: Uncovering User Private Attribute Profiling via Vision-Language Model Agentic Framework","created":"2025-05-25","cited_by_count":9,"area":null},{"id":"2507.01908","title":"Reasoning to Edit: Hypothetical Instruction-Based Image Editing with Visual Reasoning","created":"2025-07-02","cited_by_count":9,"area":"lr"},{"id":"2407.21553","title":"CXSimulator: A User Behavior Simulation using LLM Embeddings for Web-Marketing Campaign Assessment","created":"2024-07-31","cited_by_count":8,"area":null},{"id":"2505.16630","title":"SoccerChat: Integrating Multimodal Data for Enhanced Soccer Game Understanding","created":"2025-05-22","cited_by_count":8,"area":null},{"id":"2405.13751","title":"GameVLM: A Decision-making Framework for Robotic Task Planning Based on Visual Language Models and Zero-sum Games","created":"2024-05-22","cited_by_count":7,"area":"lr"},{"id":"2405.19423","title":"Evaluating Vision-Language Models on Bistable Images","created":"2024-05-29","cited_by_count":6,"area":"mllm"},{"id":"2407.04065","title":"On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards","created":"2024-07-04","cited_by_count":6,"area":null},{"id":"2407.05758","title":"Potential of Multimodal Large Language Models for Data Mining of Medical Images and Free-text Reports","created":"2024-07-08","cited_by_count":6,"area":"mllm"},{"id":"2412.03467","title":"Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning","created":"2024-12-04","cited_by_count":6,"area":"lr"},{"id":"2503.10042","title":"EscapeCraft: A 3D Room Escape Environment for Benchmarking Complex Multimodal Reasoning Ability","created":"2025-03-13","cited_by_count":6,"area":"lr"},{"id":"2505.21979","title":"Pearl: A Multimodal Culturally-Aware Arabic Instruction Dataset","created":"2025-05-28","cited_by_count":6,"area":"mllm"},{"id":"2506.06727","title":"VisioMath: Benchmarking Figure-based Mathematical Reasoning in LMMs","created":"2025-06-07","cited_by_count":6,"area":"lr"},{"id":"2508.03963","title":"Can Large Language Models Adequately Perform Symbolic Reasoning Over Time Series?","created":"2025-08-05","cited_by_count":6,"area":"lr"},{"id":"2508.16383","title":"GLARE: Agentic Reasoning for Legal Judgment Prediction","created":"2025-08-22","cited_by_count":6,"area":"lr"},{"id":"2511.18964","title":"Synthesizing Visual Concepts as Vision-Language Programs","created":"2025-11-24","cited_by_count":6,"area":"lr"},{"id":"2603.12238","title":"SceneAssistant: A Visual Feedback Agent for Open-Vocabulary 3D Scene Generation","created":"2026-03-12","cited_by_count":6,"area":"agents"},{"id":"2403.01777","title":"NPHardEval4V: Dynamic Evaluation of Large Vision-Language Models with Effects of Vision","created":"2024-03-04","cited_by_count":5,"area":"lr"},{"id":"2403.11456","title":"HateCOT: An Explanation-Enhanced Dataset for Generalizable Offensive Speech Detection via Large Language Models","created":"2024-03-18","cited_by_count":5,"area":null},{"id":"2407.13717","title":"CoDefeater: Using LLMs To Find Defeaters in Assurance Cases","created":"2024-07-18","cited_by_count":5,"area":null},{"id":"2409.10484","title":"XLM for Autonomous Driving Systems: A Comprehensive Review","created":"2024-09-16","cited_by_count":5,"area":"driving"},{"id":"2508.03209","title":"GeoShield: Safeguarding Geolocation Privacy from Vision-Language Models via Adversarial Perturbations","created":"2025-08-05","cited_by_count":5,"area":null},{"id":"2510.09404","title":"Agentic Systems in Radiology: Design, Applications, Evaluation, and Challenges","created":"2025-10-10","cited_by_count":5,"area":"agents"},{"id":"2512.18747","title":"IPCV: Information-Preserving Compression for MLLM Visual Encoders","created":"2025-12-21","cited_by_count":5,"area":"mllm"},{"id":"2602.03226","title":"ATACompressor: Adaptive Task-Aware Compression for Efficient Long-Context Processing in LLMs","created":"2026-02-03","cited_by_count":5,"area":null},{"id":"2410.12040","title":"Concept-Reversed Winograd Schema Challenge: Evaluating and Improving Robust Reasoning in Large Language Models via Abstraction","created":"2024-10-15","cited_by_count":4,"area":"lr"},{"id":"2504.10854","title":"LVLM_CSP: Accelerating Large Vision Language Models via Clustering, Scattering, and Pruning for Reasoning Segmentation","created":"2025-04-15","cited_by_count":4,"area":"lr"},{"id":"2505.16193","title":"An Empirical Study on Configuring In-Context Learning Demonstrations for Unleashing MLLMs' Sentimental Perception Capability","created":"2025-05-22","cited_by_count":4,"area":"mllm"},{"id":"2506.17589","title":"Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown","created":"2025-06-21","cited_by_count":4,"area":"lr"},{"id":"2508.02320","title":"Zero-shot Compositional Action Recognition with Neural Logic Constraints","created":"2025-08-04","cited_by_count":4,"area":null},{"id":"2508.05167","title":"PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems","created":"2025-08-07","cited_by_count":4,"area":"lr"},{"id":"2508.15370","title":"Unveiling Trust in Multimodal Large Language Models: Evaluation, Analysis, and Mitigation","created":"2025-08-21","cited_by_count":4,"area":"mllm"},{"id":"2511.10648","title":"Enhancing the Outcome Reward-based RL Training of MLLMs with Self-Consistency Sampling","created":"2025-11-13","cited_by_count":4,"area":"lr"},{"id":"2402.01858","title":"Explaining latent representations of generative models with large multimodal models","created":"2024-02-02","cited_by_count":3,"area":"mllm"},{"id":"2503.08857","title":"Interpretable and Robust Dialogue State Tracking via Natural Language Summarization with LLMs","created":"2025-03-11","cited_by_count":3,"area":null},{"id":"2507.16572","title":"Pixels to Principles: Probing Intuitive Physics Understanding in Multimodal Language Models","created":"2025-07-22","cited_by_count":3,"area":"mllm"},{"id":"2507.21540","title":"PRISM: Programmatic Reasoning with Image Sequence Manipulation for LVLM Jailbreaking","created":"2025-07-29","cited_by_count":3,"area":"lr"},{"id":"2508.01057","title":"Edge-Based Multimodal Sensor Data Fusion with Vision Language Models (VLMs) for Real-time Autonomous Vehicle Accident Avoidance","created":"2025-08-01","cited_by_count":3,"area":"driving"},{"id":"2509.16628","title":"Enhancing Scientific Visual Question Answering via Vision-Caption aware Supervised Fine-Tuning","created":"2025-09-20","cited_by_count":3,"area":"mllm"},{"id":"2601.02771","title":"AbductiveMLLM: Boosting Visual Abductive Reasoning Within MLLMs","created":"2026-01-06","cited_by_count":3,"area":"lr"},{"id":"2604.08645","title":"3D-VCD: Hallucination Mitigation in 3D-LLM Embodied Agents through Visual Contrastive Decoding","created":"2026-04-09","cited_by_count":3,"area":"mllm"},{"id":"2502.20964","title":"Fine-Grained Knowledge Structuring and Retrieval for Visual Question Answering","created":"2025-02-28","cited_by_count":2,"area":"rag"},{"id":"2506.08700","title":"ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts","created":"2025-06-10","cited_by_count":2,"area":"lr"},{"id":"2506.17912","title":"PlanMoGPT: Flow-Enhanced Progressive Planning for Text to Motion Synthesis","created":"2025-06-22","cited_by_count":2,"area":null},{"id":"2506.18862","title":"TAMMs: Change Understanding and Forecasting in Satellite Image Time Series with Temporal-Aware Multimodal Models","created":"2025-06-23","cited_by_count":2,"area":null},{"id":"2508.10057","title":"Large Language Models Show Signs of Alignment with Human Neurocognition During Abstract Reasoning","created":"2025-08-12","cited_by_count":2,"area":"lr"},{"id":"2508.16325","title":"ConceptGuard: Neuro-Symbolic Safety Guardrails via Sparse Interpretable Jailbreak Concepts","created":"2025-08-22","cited_by_count":2,"area":"safety"},{"id":"2510.19336","title":"DaMo: Data Mixing Optimizer in Fine-tuning Multimodal LLMs for Mobile Phone Agents","created":"2025-10-22","cited_by_count":2,"area":"mllm"}],"next_cursor":"100"}